Goldman Sachs
100+ Palo Alto Networks Interview Questions and Answers
Q101. Middle of a Linked List
You are given the head node of a singly linked list. Your task is to return a pointer pointing to the middle of the linked list.
If there is an odd number of elements, return the middle ...read more
Return the middle element of a singly linked list, or the one farther from the head if there are even elements.
Traverse the linked list with two pointers, one moving twice as fast as the other
When the fast pointer reaches the end, the slow pointer will be at the middle
If there are even elements, return the one that is farther from the head node
Handle edge cases like linked list of size 1 or empty list
Q102. Rearrange Odd and Even Places
Given the head of a singly linked list, your task is to group all the nodes with odd indices together followed by the nodes with even indices, and then return the reordered list's ...read more
Rearrange nodes in a singly linked list by grouping odd and even indices together while maintaining relative order.
Create two separate linked lists for odd and even nodes
Traverse the original list and append nodes to respective odd/even lists
Connect the last node of odd list to the head of even list
Return the head of the rearranged list
Q103. Excel Sheet Column Number Problem Statement
You are provided with a string STR
representing a column title in an Excel Sheet. Your task is to determine the corresponding column number.
Example:
A typical exampl...read more
Given a string representing an Excel column title, determine the corresponding column number.
Iterate through the characters of the string from right to left
Calculate the corresponding value of each character based on its position and multiply by 26^position
Sum up all the values to get the final column number
Q104. Counting Rectangles in a Grid
Given a grid with 'M' rows and 'N' columns, determine the total number of unique rectangles that can be formed using the rows and columns of this grid.
Input:
The first line contai...read more
The total number of unique rectangles that can be formed in a grid with M rows and N columns.
The total number of unique rectangles can be calculated using the formula: (M * (M + 1) / 2) * (N * (N + 1) / 2)
Each rectangle can be formed by selecting two rows and two columns from the grid
For example, for a grid with 3 rows and 4 columns, the total number of unique rectangles is 60
Q105. Beautiful City Problem Statement
Ninja plans to visit a city where each house is connected via roads in a binary tree structure. Each level of the tree can have at most 2^K houses. Houses at the same level cann...read more
The task is to connect houses at the same level in a binary tree structure using 'next' pointers.
Traverse the binary tree level by level using BFS
Connect nodes at the same level using 'next' pointers
Use a queue to keep track of nodes at each level
Q106. Maximum Value of an Equation Problem Statement
Given an array/list of integers points
containing coordinates (x, y) of N points in a 2D plane, sorted by x-values in non-decreasing order. You need to determine t...read more
Find the maximum value of an equation involving coordinates of points in a 2D plane.
Iterate through all pairs of points and calculate the equation value
Keep track of the maximum value encountered
Consider the constraint |xi - xj| ≤ K while calculating the equation value
Q107. Prime Numbers Identification
Given a positive integer N
, your task is to identify all prime numbers less than or equal to N
.
Explanation:
A prime number is a natural number greater than 1 that has no positive d...read more
Identify all prime numbers less than or equal to a given positive integer N.
Iterate from 2 to N and check if each number is prime
Use the Sieve of Eratosthenes algorithm for efficient prime number identification
Optimize by only checking up to the square root of N for divisors
Q108. Maximize Stock Trading Profit
You are given an array prices
, representing stock prices over N consecutive days. Your goal is to compute the maximum profit achievable by performing multiple transactions (i.e., b...read more
To maximize stock trading profit, find maximum profit achievable by buying and selling shares multiple times.
Iterate through the array of stock prices and find all increasing sequences of prices.
Calculate profit by buying at the start of each increasing sequence and selling at the end.
Sum up all profits to get the maximum profit achievable.
Q109. Minimum Depth of a Binary Tree Problem Statement
Given a Binary Tree of integers, determine the minimum depth of the Binary Tree. The minimum depth is defined as the number of nodes present along the shortest p...read more
The minimum depth of a Binary Tree is the number of nodes along the shortest path from the root node to the nearest leaf node.
Traverse the Binary Tree using BFS (Breadth First Search) to find the minimum depth
Keep track of the level of each node while traversing
Stop the traversal as soon as a leaf node is encountered and return the level as the minimum depth
Q110. Arithmetic Progression Queries Problem Statement
Given an integer array ARR
of size N
, perform the following operations:
- update(l, r, val):
Add (val + i)
to arr[l + i]
for all 0 ≤ i ≤ r - l
.
- rangeSum(l, r):...read more
The problem involves updating and calculating the sum of elements in an array based on given operations.
Implement update(l, r, val) to add (val + i) to arr[l + i] for all i in range [0, r - l].
Implement rangeSum(l, r) to return the sum of elements in the array from index l to r.
Handle queries using 1-based indexing and output the sum of arr[l..r] for each rangeSum operation.
Q111. Matrix Rank Calculation
Given a matrix ARR
of dimensions N * M
, your task is to determine the rank of the matrix ARR
.
Explanation:
The rank of a matrix is defined as:
(a) The maximum number of linearly independ...read more
Calculate the rank of a matrix based on the number of linearly independent column or row vectors.
Determine the rank of the matrix by finding the maximum number of linearly independent column vectors or row vectors.
Check for linear independence by verifying if there is a nontrivial linear combination that equates to the zero vector.
Implement a function that takes the matrix dimensions and elements as input and returns the rank of the matrix.
Q112. Number of Triangles in an Undirected Graph
Determine how many triangles exist in an undirected graph. A triangle is defined as a cyclic path of length three that begins and ends at the same vertex.
Input:
The f...read more
Count the number of triangles in an undirected graph using adjacency matrix.
Iterate through all possible triplets of vertices to check for triangles.
For each triplet, check if there are edges between all three vertices.
Increment the count if a triangle is found.
Return the total count of triangles for each test case.
Q113. Problem: Search In Rotated Sorted Array
Given a sorted array that has been rotated clockwise by an unknown amount, you need to answer Q
queries. Each query is represented by an integer Q[i]
, and you must determ...read more
Search for integers in a rotated sorted array efficiently.
Use binary search to find the pivot point where the array is rotated.
Based on the pivot point, apply binary search on the appropriate half of the array.
Return the index of the integer if found, else return -1.
Example: For input N=5, A=[4, 5, 6, 7, 0, 1, 2], Q=3, Q[i]=[0, 3, 6], output should be 4, -1, 2.
Q114. Design a game (Automaton) for a betting scenario. Bet is either doubled or lost completely depending on whether you win or lose. Suppose you bet on team A constantly in a 2 team game, how much money you need in...
read moreQ115. Rearrange Words in a Sentence
You are provided with a sentence 'TEXT'. Each word in the sentence is separated by a single space, and the sentence starts with a capital letter. Your task is to rearrange the word...read more
Rearrange words in a sentence based on increasing order of their length.
Split the sentence into words and calculate the length of each word.
Sort the words based on their lengths, keeping the original order for words with the same length.
Join the sorted words back into a sentence.
Q116. Find K-th Smallest Element in BST
Given a binary search tree (BST) and an integer K
, the task is to find the K-th smallest element in the BST.
Example:
Input:
BST: Order of elements in increasing order is { 2, ...read more
To find the K-th smallest element in a BST, perform an in-order traversal and return the K-th element encountered.
Perform in-order traversal of the BST to get elements in increasing order
Keep track of the count of elements visited and return the K-th element
Time complexity can be optimized by maintaining a count of nodes in each subtree
Q117. Excel Column Number Conversion
Given a column title as it appears in an Excel sheet, your task is to return its corresponding column number.
Example:
Input:
S = "AB"
Output:
28
Explanation:
The sequence is as f...read more
Convert Excel column title to corresponding column number.
Map each letter to its corresponding value (A=1, B=2, ..., Z=26)
Iterate through the input string from right to left, calculate the value of each letter based on its position and add it to the result
Multiply the result by 26 for each additional letter to the left
Q118. First Non-Repeating Character Problem Statement
You are given a string consisting of English alphabet characters. Your task is to identify and return the first character in the string that does not repeat. If e...read more
Given a string, find and return the first non-repeating character. If none exists, return the first character of the string.
Create a dictionary to store the count of each character in the string.
Iterate through the string and populate the dictionary.
Iterate through the string again and return the first character with count 1.
If no such character exists, return the first character of the string.
Q119. Ninja's Apartment Problem Statement
Ninja plans to build an apartment in the shape of a rectangle. The goal is to determine the length and breadth of this rectangle such that the length is greater than the brea...read more
Given the area of a rectangle, find the length and breadth such that the length is greater than the breadth and the difference between them is minimized.
Iterate through possible combinations of length and breadth
Calculate the area for each combination and check if length is greater than breadth
Select the combination with minimal difference between length and breadth
Q120. Excel Column Number Problem Statement
Given a column title as it appears in an Excel sheet, return its corresponding column number.
Example:
Input:
"AB"
Output:
28
Explanation:
Column title "AB" corresponds to ...read more
Convert Excel column title to corresponding column number
Iterate through the characters in the column title from right to left
Calculate the corresponding value of each character using its position in the alphabet
Multiply the value by 26 raised to the power of its position from right
Sum up all the values to get the final column number
Q121. what is virtual memory? Will we need virtual memory even if we have infinite amount of RAM?
Virtual memory is a memory management technique that allows a computer to use more memory than it physically has.
Virtual memory uses a combination of RAM and hard disk space to store data.
It allows programs to use more memory than is physically available.
If a program tries to access memory that is not currently in RAM, it will be swapped in from the hard disk.
Even if we had infinite RAM, virtual memory would still be necessary for certain tasks such as memory isolation and pr...read more
Q122. Given an array, Find out maximum length of subarray where max of subarray <= 2*min of subarray
Find maximum length of subarray where max <= 2*min.
Iterate through array and keep track of max and min values.
Update max length when condition is met.
Time complexity: O(n)
Q123. What is chargeback and explain the chargeback cycle?
Chargeback is a transaction reversal made by a bank or credit card issuer, usually due to fraud or disputed charges.
Chargeback occurs when a customer disputes a charge and the bank or credit card issuer reverses the transaction.
The merchant is notified of the chargeback and can either accept it or dispute it.
If the chargeback is accepted, the merchant loses the sale and may be charged a fee.
If the chargeback is disputed, the bank or credit card issuer investigates and makes a...read more
A website similar to Instagram for travelers, allowing users to share photos and stories from their trips.
Include features like geotagging to show where photos were taken
Allow users to create travel itineraries and share tips with others
Implement a rating system for destinations and accommodations
Enable users to connect with fellow travelers and plan trips together
Q125. N door puzzle. ith user changes state of doors which are multiples of i. Calculate number of doors opened in the end
The number of doors opened in the end can be calculated by finding the number of perfect squares less than or equal to N.
The number of doors opened will be the square root of N, rounded down to the nearest whole number.
For example, if N is 100, the number of doors opened will be 10 (square root of 100).
Q126. What is the determinant of an n*n matrix with diagonal elements all 'a' and off-diagonal elements all 1
The determinant of the given matrix is (a^(n-1))*(a-n)
The determinant of an n*n matrix with diagonal elements all 'a' and off-diagonal elements all 1 is calculated as (a^(n-1))*(a-n)
For example, for a 3*3 matrix with diagonal elements 'a' and off-diagonal elements 1, the determinant would be (a^2)*(a-3)
Q127. What is elder abuse and how do you detect it
Elder abuse is mistreatment of older adults, which can be physical, emotional, financial, or sexual.
Detecting elder abuse involves looking for signs of physical injuries, such as bruises, cuts, or burns
Changes in behavior, such as withdrawal or depression, can also be a sign of elder abuse
Unexplained financial transactions or sudden changes in a senior's financial situation can indicate financial abuse
Sexual abuse can be detected by observing signs of trauma or changes in beh...read more
Q128. What does investment banks do?
Investment banks provide financial services to corporations, governments, and individuals.
They help companies raise capital by issuing stocks and bonds.
They provide advisory services for mergers and acquisitions.
They facilitate trading of securities in the financial markets.
They offer research and analysis on various investment opportunities.
They assist in managing risk and provide hedging strategies.
They offer wealth management services to high-net-worth individuals.
They pla...read more
Q129. write a code to swap two numbers by using only 2 variables
Swap two numbers using only 2 variables
Use XOR operation to swap two numbers without using a third variable
Example: a = 5, b = 10; a = a ^ b; b = a ^ b; a = a ^ b; // a = 10, b = 5
Q130. 2008 economic crisis reasons. Most economical depressed country ever.
Q131. How to delete a node in a lonked list
To delete a node in a linked list, we need to adjust the pointers of the previous and next nodes.
Find the node to be deleted by traversing the linked list
Adjust the pointers of the previous and next nodes to skip the node to be deleted
Free the memory occupied by the node to be deleted
Q132. Leetcode design system with EC2 instance Fleet
Design a system using EC2 instance Fleet on Leetcode platform
Utilize EC2 instance Fleet to manage a group of EC2 instances for scalability and cost-efficiency
Implement load balancing to distribute incoming traffic across multiple EC2 instances
Use auto-scaling to automatically adjust the number of EC2 instances based on traffic demand
Monitor system performance and health using CloudWatch metrics and alarms
Q133. Implement LRU cache.
Implement LRU cache
LRU stands for Least Recently Used
It is a cache eviction policy that removes the least recently used item
It can be implemented using a doubly linked list and a hash map
Newly accessed items are moved to the front of the list
When the cache is full, the item at the end of the list is removed
Q134. Find the fourier transform of a Gaussian
The Fourier transform of a Gaussian is another Gaussian.
The Fourier transform of a Gaussian function is given by another Gaussian function.
The Fourier transform of a Gaussian function is also a Gaussian function.
The width of the Fourier transform is inversely proportional to the width of the original Gaussian.
The Fourier transform of a Gaussian function is widely used in signal processing and image processing.
Q135. Trisect a line using scale and compass
Trisecting a line using scale and compass involves dividing the line into three equal parts.
Draw a line segment using a ruler
Place the compass at one end of the line and draw an arc
Place the compass at the other end of the line and draw another arc
Draw a line connecting the two points where the arcs intersect
Divide the line into three equal parts using the ruler
Q136. write a code for quick sort
Quick sort is a popular sorting algorithm that uses divide and conquer strategy.
Divide the array into two sub-arrays based on a pivot element
Recursively sort the sub-arrays
Combine the sorted sub-arrays
Q137. Why investment banking
Q138. What is equity, fixed income
Q139. Binary search on rotared array
Binary search on rotated array involves finding a target value in a sorted array that has been rotated at an unknown pivot point.
Identify the pivot point by finding the minimum element in the array.
Divide the array into two subarrays based on the pivot point.
Perform binary search on the appropriate subarray to find the target value.
Q140. Explain recursion
Recursion is a programming technique where a function calls itself in order to solve a problem.
Recursion involves breaking down a problem into smaller subproblems and solving them recursively.
A base case is needed to stop the recursion and prevent infinite loops.
Examples of recursive functions include factorial calculation and Fibonacci sequence generation.
Q141. Tell ne about urself
Q142. salary exp in high
I have experience with high salary expectations.
I have experience negotiating high salaries based on my skills and experience.
I have successfully secured high salary offers in previous roles.
I am confident in my ability to justify and negotiate for a high salary based on market rates and my qualifications.
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